This was my first thought also. HOWEVER- you need to make darned sure the transmission is in neutral. I know that's obvious, so just a reminder.The first thing to do is to jump across the solenoid.
Follow the positive cable from the battery. You bolted the other end to the solenoid when you replaced it.I bought this property three years ago, it came with the tractor, I’m imagining the tractors, 20 years old. I get it serviced every winter and have the fluids changed, dad, hydraulic lines, checked for leaks, and the engine fine-tuning if I’ve been having problems during the growing season.
The circled area already has some wire connected there.